Product overview
Description
FP-AI-VISION1 is an STM32Cube function pack featuring examples of computer vision applications based on a Convolutional Neural Network (CNN).
FP-AI-VISION1 is composed of software components generated by the X-CUBE-AI Expansion Package complemented with application software components dedicated to the AI-based computer vision application.
The application examples provided in the function pack are food recognition (recognizing among 18 classes of common food), person presence detection (identifying whether a person is present in the image or not), and people counting (counting the number of persons in a scene) based on an object detection Neural Network model.
FP-AI-VISION1 implements an advanced computer vision application using STM32_AI_Runtime Neural Networks libraries. Libraries are based on pretrained models and are generated with the X-CUBE-AI Expansion Package for the STM32CubeMX tool.
The function pack demonstrates the integration of two types of Neural Network model: 32-bit floating-point model and 8-bit quantized model. It also demonstrates model integration in different memory configurations (relying only on MCU internal memory or using also external memories).
The FP-AI-VISION1 function pack includes a feature-rich image processing library, STM32_ImageProcessing_Library, that enables both the common processing tasks (such as image rescaling and pixel color conversion) and advanced processing tasks (such as face detection). The STM32_ImageProcessing_Library also provides a set of utility functions to read and write several file formats.
The FP-AI-VISION1 function pack also includes the drivers for the camera as well as the framework for capturing images into the frame buffer, preprocessing the content of the frame buffer, and running the Neural Network inference.
The FP-AI-VISION1 function pack features a USB webcam application, which can be used to create image and video datasets as well as to perform live testing on the host. The FP-AI-VISION1 runs on the STM32H747I-DISCO Discovery board connected to the B-CAMS-OMV camera module bundle (advised) or STM32F4DIS-CAM camera daughterboard (legacy only).
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All features
- Complete firmware to develop a computer vision application on an STM32 microcontroller
- Feature-rich image processing library (STM32_ImageProcessing_Library)
- Neural Network library optimized for STM32 (STM32_AI_Runtime) generated by means of the X-CUBE-AI Expansion Package for STM32CubeMX
- Food recognition application based on Convolutional Neural Network
- Person presence detection application based on Convolutional Neural Network
- People counting application based on object detection Neural Network model
- USB webcam application enabling the STM32H747I-DISCO board to act as a USB video camera (UVC) device when connected to a host
- Integration examples based on float and quantized models
- Libraries enabling the test, debug, and validation of the embedded application
- Support for camera frame capture to enable image dataset collection
- Sample implementations available for the STM32H747I-DISCO Discovery board connected to the B-CAMS-OMV camera module bundle
- Free and user-friendly license terms
Get Software
| Part Number | General Description | Latest version | Supplier | ECCN (EU) | ECCN (US) | Download |
|---|---|---|---|---|---|---|
| FP-AI-VISION1 | STM32Cube function pack for high performance STM32 with artificial intelligence (AI) application for Computer Vision | 3.1.0 | ST | NEC | 3D991 | x License Agreement Please indicate your acceptance or NON-acceptance by selecting “I ACCEPT” or “I DO NOT ACCEPT” as indicated below in the media. BY INSTALLING COPYING, DOWNLOADING, ACCESSING OR OTHERWISE USING THIS SOFTWARE PACKAGE OR ANY PART THEREOF (AND THE RELATED DOCUMENTATION) FROM STMICROELECTRONICS INTERNATIONAL N.V, SWISS BRANCH AND/OR ITS AFFILIATED COMPANIES (STMICROELECTRONICS), THE RECIPIENT, ON BEHALF OF HIMSELF OR HERSELF, OR ON BEHALF OF ANY ENTITY BY WHICH SUCH RECIPIENT IS EMPLOYED AND/OR ENGAGED AGREES TO BE BOUND BY THIS SOFTWARE PACKAGE LICENSE AGREEMENT. Under STMicroelectronics’ intellectual property rights and subject to applicable licensing terms for any third-party software incorporated in this software package and applicable Open Source Terms (as defined here below), the redistribution, reproduction and use in source and binary forms of the software package or any part thereof, with or without modification, are permitted provided that the following conditions are met:
THIS SOFTWARE PACKAGE IS PROVIDED BY STMICROELECTRONICS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS, IMPLIED OR STATUTORY WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NON-INFRINGEMENT OF THIRD PARTY INTELLECTUAL PROPERTY RIGHTS ARE DISCLAIMED TO THE FULLEST EXTENT PERMITTED BY LAW. IN NO EVENT SHALL STMICROELECTRONICS OR CONTRIBUTORS BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE PACKAGE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. EXCEPT AS EXPRESSLY PERMITTED HEREUNDER AND SUBJECT TO THE APPLICABLE LICENSING TERMS FOR ANY THIRD-PARTY SOFTWARE INCORPORATED IN THE SOFTWARE PACKAGE AND OPEN SOURCE TERMS AS APPLICABLE, NO LICENSE OR OTHER RIGHTS, WHETHER EXPRESS OR IMPLIED, ARE GRANTED UNDER ANY PATENT OR OTHER INTELLECTUAL PROPERTY RIGHTS OF STMICROELECTRONICS OR ANY THIRD PARTY. |
Featured Videos
People Counting Demonstration - Advanced model detection in computer vision
FP-AI-VISION1 is composed of software components generated by the X-CUBE-AI Expansion Package
Person Presence Detection is one of the demo available in our new FP-AI-VISION1 function pack. Running on STM32H7 and STM32L4 this demo shows you how wide is the panel of Artificial Intelligence applications you can develop on STM32 thanks to STM32Cube.AI
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Product Specifications (1)
| Resource title | Version | Latest update | ||
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| 6.0 | 17 Dec 2021 | 17 Dec 2021 |
User Manuals (4)
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| 6.0 | 17 Dec 2021 | 17 Dec 2021 | ||
| 5.0 | 24 Jun 2022 | 24 Jun 2022 | ||
| 2.0 | 10 Sep 2020 | 10 Sep 2020 | ||
| 2.0 | 10 Jan 2023 | 10 Jan 2023 |
Presentations (3)
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| 1.0 | 10 Aug 2022 | 10 Aug 2022 | ||
| 22.08 | 10 Aug 2022 | 10 Aug 2022 | ||
| 1.0 | 10 Aug 2022 | 10 Aug 2022 |
License Agreement (1)
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| 7.8 | 09 Dec 2024 | 09 Dec 2024 |
Additional License Terms (1)
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| HTML | 1.0 | 17 Jan 2022 | 17 Jan 2022 |
